Question: Use Random number generator (under Data Analysis) to simulate the following data set. Create 10 columns, each 20 points long and use the following parameters:
Use Random number generator (under Data Analysis) to simulate the following data set. Create 10 columns, each 20 points long and use the following parameters: Number of variables (10), number of data point (20), Distribution (Normal), Mean (40), Standard Deviation (10), Random seed (1234). The data should be in columns: A,B,C,....,I,J.
Randomly pick two columns (say Column B and Column H) and perform 2-sided t-test on these two data columns. Record the P-value andrepeat this procedure several times(at least 5 times). That is, each time randomly pick two columns, perform 2-sided t-test and record the P-value. And answer the questions. (Pick the closest answer)
17. What did you observe?
- a. Most of the P-values are very small, and some below 5%.
- b. P-values are very different, some small and some large, but very few, if any, below 5%
- c. Most of the P-values are very large, around 0.9 and 0.95 range.
- d. Essentially all P-values are below 5% and some even below 1% range.
18. What is the Statistical interpretation?
- a. Since data are created randomly one expect to see small P-value for t-test.
- b. The t-test worked as designed, since in most cases it detected the difference, sometimes even with 1% threshold.
- c. The t-test worked as designed, in most cases it did not detect the difference since the data are created with equal means (equal averages).
- d. None of the above
Create one more random column of data. This time use the following parameters: Number of variables (1), number of data point (20), Distribution (Normal), Mean (50), Standard Deviation (10), Random seed (3434). CUT &PASTE this data in the same sheet as the previous 10 columns and put it in column M.
Randomly pickone columnout of A,B,...,J (say Column F) and perform 2-sided t-test based on this randomly picked column and the newly created column M. Record the P-value andrepeat this procedure several times(at least 5 times). That is, each time randomly pick one data from the ten previously created and perform 2-sided t-test versus the newly created column M. Record the P-value. And answer the questions. (Pick the closest answer)
19. What did you observe?
- a. Most of the P-values are very small, and some below 5%.
- b. P-values are very different, some small and some large, but very few, if any, below 5%
- c. Most of the P-values are very large, around 0.9 and 0.95 range.
- d. Essentially all P-values are below 5% and some even below 1% range.
20. What is the Statistical interpretation?
- a. Since data are created randomly one expect to see small P-value for t-test.
- b. The t-test worked as designed, since in most cases it detected the difference, sometimes even with 1% threshold.
- c. The t-test worked as designed, in most cases it did not detect the difference since the data are created with equal means (equal averages).
- d. None of the above
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